This, to explicitly choose which packages to install per environment. And, beyond numpy/scipy (where the conda versions might be better optimize), often pip-in

This, to explicitly choose which packages to install per environment. And, beyond numpy/scipy (where the conda versions might be better optimize), often pip-install packages from PyPI into those conda environments.